Writing Humanizer Plugin for Claude Code

Remove AI writing patterns from text, making it sound more natural and human. Focused on Traditional Chinese (Taiwan).

Installation

Via Marketplace (Recommended)

/plugin marketplace add shyuan/shyuan-marketplace
/plugin install writing-humanizer@shyuan-marketplace

Direct Install

/plugin install shyuan/writing-humanizer

What You Get

Skill: writing-humanizer

A comprehensive skill that detects and rewrites 24 categories of AI writing patterns:

Content Patterns (1-6)

• Significance inflation, notability name-dropping, superficial analysis
• Promotional language, vague attributions, formulaic "challenges & outlook"

Language Patterns (7-12)

• AI vocabulary overuse, copula avoidance, negative parallelisms
• Rule of three, synonym cycling, false ranges

Style Patterns (13-17)

• Em dash overuse, boldface overuse, inline-header lists
• Emoji decoration, quotation mark issues

Communication Patterns (18-24)

• Chatbot artifacts, knowledge-cutoff disclaimers, sycophantic tone
• Filler phrases, excessive hedging, generic conclusions, throat-clearing openers

Key Features

• AI vocabulary watchlist with suggested replacements for Traditional Chinese (Taiwan)
• Common AI sentence templates specific to Chinese writing
• Two-pass rewriting process with self-audit
• Quality scoring system (50 points across 5 dimensions)

Quick Start

After installation, try these in Claude Code:

/writing-humanizer:writing-humanizer <paste your text here>

Or simply ask Claude to humanize text — the skill will be available in context.

References

• Wikipedia: Signs of AI writing
• Wikipedia: AI 生成文的特徵
• stop-slop
• humanizer / Humanizer-zh

License

MIT

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Writing Humanizer Plugin for Claude Code（中文說明）

去除文章中的 AI 寫作痕跡，使文字更自然、更有人味。以台灣正體中文為主。

安裝方式

透過 Marketplace 安裝（推薦）

/plugin marketplace add shyuan/shyuan-marketplace
/plugin install writing-humanizer@shyuan-marketplace

直接安裝

/plugin install shyuan/writing-humanizer

安裝後你會得到

Skill：writing-humanizer

一個完整的 skill，可偵測並改寫 24 類 AI 寫作模式：

內容模式（1-6）

• 誇大象徵意義、過度強調知名度、膚淺分析
• 宣傳性語言、模糊歸因、公式化的「挑戰與展望」

語言模式（7-12）

• AI 詞彙過度使用、繫動詞迴避、否定式排比
• 三段式法則、同義詞循環、虛假範圍

風格模式（13-17）

• 破折號過度使用、粗體過度使用、內嵌標題列表
• 表情符號裝飾、引號問題

交流模式（18-24）

• 聊天機器人痕跡、知識截止免責聲明、諂媚語氣
• 填充短語、過度限定、通用積極結論、開場白贅詞

主要特色

• 台灣正體中文 AI 詞彙警示列表與替代建議
• 中文常見 AI 句式模板辨識
• 兩輪改寫流程（初稿 + 自我審查再修改）
• 質量評分系統（5 個維度，滿分 50 分）

快速入門

安裝完成後，在 Claude Code 中試試：

/writing-humanizer:writing-humanizer <貼上你要處理的文字>

或直接請 Claude 幫你去除 AI 痕跡——skill 會自動在上下文中生效。

參考資料

• Wikipedia: Signs of AI writing
• Wikipedia: AI 生成文的特徵
• stop-slop
• humanizer / Humanizer-zh

授權條款

MIT